Seasonal Bias remo(Noresm-CRU).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ddad86bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#writing some conda package or module\n",
    "#!pip install netCDF4\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "from netCDF4 import Dataset\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "#!pip install cartopy\n",
    "import cartopy.feature as cfeature\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.mpl.ticker as cticker\n",
    "from cartopy.util import add_cyclic_point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "265f6fcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 1452)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1901-01-16 1901-02-15 ... 2021-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a0f4f9f8-cc62-4969-9fac-ae28b05dd7b9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a0f4f9f8-cc62-4969-9fac-ae28b05dd7b9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 1452</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0c1caad2-e636-4b91-8bc9-3c09c87a0934' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0c1caad2-e636-4b91-8bc9-3c09c87a0934' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-8ff2bdc0-bf68-4134-b625-9578ed96173d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ff2bdc0-bf68-4134-b625-9578ed96173d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bbdc1fc-ed33-42b4-b401-5912b9dd7e8d' class='xr-var-data-in' type='checkbox'><label for='data-6bbdc1fc-ed33-42b4-b401-5912b9dd7e8d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-a9f8ca9c-6ee5-4e76-b157-137a8b94de39' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9f8ca9c-6ee5-4e76-b157-137a8b94de39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f90565f6-9f5c-49aa-a1dc-1c7c9ce9c532' class='xr-var-data-in' type='checkbox'><label for='data-f90565f6-9f5c-49aa-a1dc-1c7c9ce9c532' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1901-01-16 ... 2021-12-16</div><input id='attrs-d1046c56-926b-4df9-b8b4-838e6110752f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1046c56-926b-4df9-b8b4-838e6110752f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58064315-ab5e-47d7-b1e6-36124ad29cf5' class='xr-var-data-in' type='checkbox'><label for='data-58064315-ab5e-47d7-b1e6-36124ad29cf5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1901-01-16T00:00:00.000000000&#x27;, &#x27;1901-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1901-03-16T00:00:00.000000000&#x27;, ..., &#x27;2021-10-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-11-16T00:00:00.000000000&#x27;, &#x27;2021-12-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f56c5973-b01f-4ce8-a022-d2ceda862be2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f56c5973-b01f-4ce8-a022-d2ceda862be2' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f65b2e0d-c5fb-4951-8260-63c10eb408ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f65b2e0d-c5fb-4951-8260-63c10eb408ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a6e12c3-db0b-4890-8559-77e242f8918a' class='xr-var-data-in' type='checkbox'><label for='data-0a6e12c3-db0b-4890-8559-77e242f8918a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[376358400 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-211e871a-c25d-40c0-bb95-90adc44b7062' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-211e871a-c25d-40c0-bb95-90adc44b7062' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1b8887e-4886-41b0-b20c-2f3d78193693' class='xr-var-data-in' type='checkbox'><label for='data-d1b8887e-4886-41b0-b20c-2f3d78193693' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[376358400 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4f17c779-3cb1-4f70-a893-8e5856730101' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4f17c779-3cb1-4f70-a893-8e5856730101' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 1452)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1901-01-16 1901-02-15 ... 2021-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/observation/cru/cru_ts4.06.1901.2021.pre.dat.nc')\n",
    " \n",
    "\n",
    "data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "800e4d90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 299)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-02-15 1981-03-16 ... 2005-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-55fe5887-294b-4192-b369-0cfeecbd40e3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55fe5887-294b-4192-b369-0cfeecbd40e3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 299</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bf7ecb9d-ad7e-4f43-b138-5ded8f8da778' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bf7ecb9d-ad7e-4f43-b138-5ded8f8da778' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-c6d83902-17c5-4159-a514-32db8003b616' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6d83902-17c5-4159-a514-32db8003b616' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84c84007-ec92-42a4-b5a1-c439677d19d1' class='xr-var-data-in' type='checkbox'><label for='data-84c84007-ec92-42a4-b5a1-c439677d19d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-cf2f3ce0-d285-4538-a42c-70e3c5d2fb80' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf2f3ce0-d285-4538-a42c-70e3c5d2fb80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ade9fdec-6d4b-47b6-a640-29eaa877d10e' class='xr-var-data-in' type='checkbox'><label for='data-ade9fdec-6d4b-47b6-a640-29eaa877d10e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-15 ... 2005-12-16</div><input id='attrs-6c377c38-385c-4eda-8989-700a55810035' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c377c38-385c-4eda-8989-700a55810035' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82b9e719-a694-4f55-b7c8-e33e8cffffae' class='xr-var-data-in' type='checkbox'><label for='data-82b9e719-a694-4f55-b7c8-e33e8cffffae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-15T00:00:00.000000000&#x27;, &#x27;1981-03-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-16T00:00:00.000000000&#x27;, ..., &#x27;2005-10-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-16T00:00:00.000000000&#x27;, &#x27;2005-12-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b9899be9-24c3-4fc6-9fc8-0abf8edec100' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b9899be9-24c3-4fc6-9fc8-0abf8edec100' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-55f0b7c6-ee11-4f3a-842d-9fd23df07bf8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55f0b7c6-ee11-4f3a-842d-9fd23df07bf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a67acf67-d054-4711-bad8-dbf000704d7d' class='xr-var-data-in' type='checkbox'><label for='data-a67acf67-d054-4711-bad8-dbf000704d7d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[77500800 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e6e46175-2a83-4ab4-bc4b-b20b292f4a4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6e46175-2a83-4ab4-bc4b-b20b292f4a4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ad8c744-bed4-4956-bf0f-b667d36e1b5b' class='xr-var-data-in' type='checkbox'><label for='data-3ad8c744-bed4-4956-bf0f-b667d36e1b5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[77500800 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c24ca86b-4765-468d-ae28-47cbd4761f14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c24ca86b-4765-468d-ae28-47cbd4761f14' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 299)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-02-15 1981-03-16 ... 2005-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1981-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10070b93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9d157f1a-8974-4f4e-b892-aa5a4c967810' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9d157f1a-8974-4f4e-b892-aa5a4c967810' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-871ec974-9832-41e7-a9f9-1c8a6a1dc4b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-871ec974-9832-41e7-a9f9-1c8a6a1dc4b8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-a558047f-77fc-4faf-a596-49e0e85717b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a558047f-77fc-4faf-a596-49e0e85717b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-119d706b-1b6a-4d5b-a4f6-5de42a8047ba' class='xr-var-data-in' type='checkbox'><label for='data-119d706b-1b6a-4d5b-a4f6-5de42a8047ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-260bdaff-121a-4e33-8cc2-eeca85107f5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-260bdaff-121a-4e33-8cc2-eeca85107f5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b1da521-82c6-4a03-a686-6380c9725f29' class='xr-var-data-in' type='checkbox'><label for='data-1b1da521-82c6-4a03-a686-6380c9725f29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-04ed6f26-3c90-4c26-8141-42fe36b527e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04ed6f26-3c90-4c26-8141-42fe36b527e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2fdbda4-630f-4bda-90a1-4010bc0a4b06' class='xr-var-data-in' type='checkbox'><label for='data-c2fdbda4-630f-4bda-90a1-4010bc0a4b06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T00:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T00:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T00:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T00:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T00:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T00:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T00:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T00:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T00:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T00:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T00:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T00:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T00:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T00:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T00:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T00:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T00:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T00:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T00:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T00:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T00:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T00:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T00:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T00:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T00:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eea35bc5-dece-4654-8c76-bdcd7c76ffcd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eea35bc5-dece-4654-8c76-bdcd7c76ffcd' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fb08dd4d-949b-48d4-87e0-629d3b75d2c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb08dd4d-949b-48d4-87e0-629d3b75d2c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0def52f1-9472-4312-814f-0dfad3a2193c' class='xr-var-data-in' type='checkbox'><label for='data-0def52f1-9472-4312-814f-0dfad3a2193c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[25920000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-050c8c8d-84a3-4394-8781-e6573fd63ad8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-050c8c8d-84a3-4394-8781-e6573fd63ad8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-663636a5-634f-406f-88d1-4ea71a58fa1c' class='xr-var-data-in' type='checkbox'><label for='data-663636a5-634f-406f-88d1-4ea71a58fa1c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[25920000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-da535703-2306-4ec9-a428-728f7848ed8a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-da535703-2306-4ec9-a428-728f7848ed8a' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#selecting only JJAS months\n",
    "\n",
    "def is_jjas(month):\n",
    "    return (month >= 6) & (month <= 9)\n",
    "\n",
    "jjas_data = data.sel(time=is_jjas(data['time.month']))\n",
    "\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "735515f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in data.latitude.values:\n",
    " #   print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fd310367",
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in data.longitude.values:\n",
    " #   print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2a9644bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 16, lat: 20, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.25 86.75 87.25 87.75 ... 92.25 92.75 93.25 93.75\n",
       "  * lat      (lat) float32 18.25 18.75 19.25 19.75 ... 26.25 26.75 27.25 27.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 nan nan nan nan ... 48.9 76.6 108.2 132.9\n",
       "    stn      (time, lat, lon) float64 nan nan nan nan nan ... 8.0 8.0 8.0 8.0\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-657071c5-2318-4eaf-a999-862611c08a82' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-657071c5-2318-4eaf-a999-862611c08a82' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 16</li><li><span class='xr-has-index'>lat</span>: 20</li><li><span class='xr-has-index'>time</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6f7e0702-41b3-4c76-af90-86e063213a1d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f7e0702-41b3-4c76-af90-86e063213a1d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 86.75 87.25 ... 93.25 93.75</div><input id='attrs-f7f68d1e-93e0-4b0e-a0e3-55bc19941ae6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7f68d1e-93e0-4b0e-a0e3-55bc19941ae6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ba2b785-d420-4a73-8ada-fbecc9d7777f' class='xr-var-data-in' type='checkbox'><label for='data-8ba2b785-d420-4a73-8ada-fbecc9d7777f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 86.75, 87.25, 87.75, 88.25, 88.75, 89.25, 89.75, 90.25, 90.75,\n",
       "       91.25, 91.75, 92.25, 92.75, 93.25, 93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.25 18.75 19.25 ... 27.25 27.75</div><input id='attrs-a0c2d610-770e-4f18-bfe2-53bf56fd7723' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0c2d610-770e-4f18-bfe2-53bf56fd7723' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b2b2135-ffcb-4f7d-a684-03f033323a58' class='xr-var-data-in' type='checkbox'><label for='data-4b2b2135-ffcb-4f7d-a684-03f033323a58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.25, 18.75, 19.25, 19.75, 20.25, 20.75, 21.25, 21.75, 22.25, 22.75,\n",
       "       23.25, 23.75, 24.25, 24.75, 25.25, 25.75, 26.25, 26.75, 27.25, 27.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-9b73a060-cab6-4080-9b07-bff9730ad7b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b73a060-cab6-4080-9b07-bff9730ad7b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f267f7d5-7121-4952-9282-bec1b255bee6' class='xr-var-data-in' type='checkbox'><label for='data-f267f7d5-7121-4952-9282-bec1b255bee6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T00:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T00:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T00:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T00:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T00:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T00:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T00:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T00:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T00:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T00:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T00:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T00:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T00:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T00:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T00:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T00:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T00:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T00:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T00:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T00:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T00:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T00:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T00:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T00:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T00:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3116bc33-dac0-4ace-a7a8-93290c819ed6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3116bc33-dac0-4ace-a7a8-93290c819ed6' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-148d5c19-7966-45a7-bd01-59f260fe7cea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-148d5c19-7966-45a7-bd01-59f260fe7cea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ec372ad-47d6-4261-b4b6-d170583d351e' class='xr-var-data-in' type='checkbox'><label for='data-2ec372ad-47d6-4261-b4b6-d170583d351e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan,         nan, ...,         nan,         nan],\n",
       "        [        nan,         nan, ...,         nan,  594.3     ],\n",
       "        ...,\n",
       "        [ 197.2     ,  265.1     , ...,  205.8     ,  293.5     ],\n",
       "        [ 138.3     ,   90.6     , ...,  166.6     ,  224.      ]],\n",
       "\n",
       "       [[        nan,         nan, ...,         nan,         nan],\n",
       "        [        nan,         nan, ...,         nan, 2512.1     ],\n",
       "        ...,\n",
       "        [ 428.6     ,  508.80002 , ...,  370.9     ,  497.1     ],\n",
       "        [ 362.9     ,  199.6     , ...,  269.1     ,  354.1     ]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[        nan,         nan, ...,         nan,         nan],\n",
       "        [        nan,         nan, ...,         nan, 1151.9     ],\n",
       "        ...,\n",
       "        [ 282.30002 ,  330.30002 , ...,  203.1     ,  279.5     ],\n",
       "        [ 264.6     ,  142.40001 , ...,  162.2     ,  209.7     ]],\n",
       "\n",
       "       [[        nan,         nan, ...,         nan,         nan],\n",
       "        [        nan,         nan, ...,         nan,  861.3     ],\n",
       "        ...,\n",
       "        [ 215.6     ,  264.5     , ...,  127.      ,  153.90001 ],\n",
       "        [ 167.      ,   80.3     , ...,  108.200005,  132.90001 ]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3138a41d-dcc3-45a7-91a8-2d0b719bd573' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3138a41d-dcc3-45a7-91a8-2d0b719bd573' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f5c58ea-306c-49e0-aec1-98b46b8a516b' class='xr-var-data-in' type='checkbox'><label for='data-6f5c58ea-306c-49e0-aec1-98b46b8a516b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan,  7.],\n",
       "        ...,\n",
       "        [ 8.,  8., ...,  8.,  8.],\n",
       "        [ 8.,  8., ...,  8.,  8.]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan,  5.],\n",
       "        ...,\n",
       "        [ 8.,  8., ...,  8.,  8.],\n",
       "        [ 8.,  8., ...,  8.,  8.]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan,  3.],\n",
       "        ...,\n",
       "        [ 5.,  6., ...,  6.,  6.],\n",
       "        [ 5.,  5., ...,  7.,  8.]],\n",
       "\n",
       "       [[nan, nan, ..., nan, nan],\n",
       "        [nan, nan, ..., nan,  6.],\n",
       "        ...,\n",
       "        [ 7.,  8., ...,  8.,  8.],\n",
       "        [ 7.,  7., ...,  8.,  8.]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d8772982-4934-4394-a1ba-d42fbbbbafa3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d8772982-4934-4394-a1ba-d42fbbbbafa3' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 16, lat: 20, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.25 86.75 87.25 87.75 ... 92.25 92.75 93.25 93.75\n",
       "  * lat      (lat) float32 18.25 18.75 19.25 19.75 ... 26.25 26.75 27.25 27.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the x and y coordinates\n",
    "jjas_data = jjas_data.sel(lon=slice(86,94),lat=slice(18,28))\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "18ff4cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 100, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "    stn      (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-75f8dbd9-6629-4747-a038-2d1d8657fdbf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-75f8dbd9-6629-4747-a038-2d1d8657fdbf' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0ad68ead-9766-4c82-b292-34402687364e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0ad68ead-9766-4c82-b292-34402687364e' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-cacdb6a2-bbe2-4ee2-ad64-c50c31e5b4a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cacdb6a2-bbe2-4ee2-ad64-c50c31e5b4a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2079b342-7e38-45d3-9075-37656b306828' class='xr-var-data-in' type='checkbox'><label for='data-2079b342-7e38-45d3-9075-37656b306828' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T00:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T00:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T00:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T00:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T00:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T00:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T00:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T00:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T00:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T00:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T00:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T00:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T00:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T00:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T00:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T00:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T00:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T00:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T00:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T00:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T00:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T00:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T00:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T00:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T00:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-8e50f399-b3e1-4057-9d17-45eab9281c8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e50f399-b3e1-4057-9d17-45eab9281c8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2e5f07c-a4cc-4904-a4a7-0058bf80d53c' class='xr-var-data-in' type='checkbox'><label for='data-a2e5f07c-a4cc-4904-a4a7-0058bf80d53c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-8528a97e-90ac-466d-9637-d07041818984' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8528a97e-90ac-466d-9637-d07041818984' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31c935a6-a73e-4cb6-8490-6c1ca6d985d0' class='xr-var-data-in' type='checkbox'><label for='data-31c935a6-a73e-4cb6-8490-6c1ca6d985d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-79cb6c0c-7925-4aa0-9e96-f8b8ffbd7985' class='xr-section-summary-in' type='checkbox'  checked><label for='section-79cb6c0c-7925-4aa0-9e96-f8b8ffbd7985' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-47b641ef-9b04-417a-8b46-fe13787ab55c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47b641ef-9b04-417a-8b46-fe13787ab55c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2107f77f-0464-4b91-a758-a821f1e15534' class='xr-var-data-in' type='checkbox'><label for='data-2107f77f-0464-4b91-a758-a821f1e15534' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [         nan, 192.22500038, 211.7250042 , ..., 216.03125286,\n",
       "         256.09375095,          nan],\n",
       "        [         nan, 148.32500267, 138.92500496, ..., 192.64375401,\n",
       "         225.13125134,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "...\n",
       "        [         nan, 279.23751545, 281.96251583, ..., 210.16875267,\n",
       "         244.75625038,          nan],\n",
       "        [         nan, 249.11250973, 209.28751087, ..., 186.10624886,\n",
       "         213.46874809,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [         nan, 207.20000362, 214.70000172, ..., 128.88750315,\n",
       "         142.06250715,          nan],\n",
       "        [         nan, 165.95000172, 139.5500021 , ..., 119.21250486,\n",
       "         131.83750772,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-2d8606b5-e40d-404d-8933-211ca5baeda5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d8606b5-e40d-404d-8933-211ca5baeda5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6af0e486-a913-4c44-af70-687362b24a00' class='xr-var-data-in' type='checkbox'><label for='data-6af0e486-a913-4c44-af70-687362b24a00' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [   nan, 8.    , 8.    , ..., 8.    , 8.    ,    nan],\n",
       "        [   nan, 8.    , 8.    , ..., 8.    , 8.    ,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [   nan, 8.    , 8.    , ..., 8.    , 8.    ,    nan],\n",
       "        [   nan, 8.    , 8.    , ..., 8.    , 8.    ,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [   nan, 5.1875, 5.5625, ..., 7.25  , 7.25  ,    nan],\n",
       "        [   nan, 5.0625, 5.1875, ..., 7.75  , 7.75  ,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [   nan, 5.1875, 5.5625, ..., 6.3125, 6.4375,    nan],\n",
       "        [   nan, 5.0625, 5.1875, ..., 6.9375, 7.3125,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [   nan, 7.1875, 7.5625, ..., 8.    , 8.    ,    nan],\n",
       "        [   nan, 7.0625, 7.1875, ..., 8.    , 8.    ,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b0c8e6f0-9ffd-4263-85a7-bebbe7b36c97' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b0c8e6f0-9ffd-4263-85a7-bebbe7b36c97' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 100, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "    stn      (time, lat, lon) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#interpolating to new lat and lon\n",
    "\n",
    "new_lon = np.arange(86.125,94,0.25)\n",
    "new_lat = np.arange(18.125,28,0.25)\n",
    "jjas_data = jjas_data.interp(lat=new_lat,lon=new_lon)\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "82d6b5d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pre&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan, 307.8540058 , 313.06750634, ..., 257.97650403,\n",
       "        300.16450421,          nan],\n",
       "       [         nan, 261.3955045 , 217.76700435, ..., 228.96350388,\n",
       "        263.6115048 ,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pre'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-03072632-12bf-4640-bb65-74b4282b8182' class='xr-array-in' type='checkbox' checked><label for='section-03072632-12bf-4640-bb65-74b4282b8182' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan, 307.8540058 , 313.06750634, ..., 257.97650403,\n",
       "        300.16450421,          nan],\n",
       "       [         nan, 261.3955045 , 217.76700435, ..., 228.96350388,\n",
       "        263.6115048 ,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-da8ed7fd-03c9-4371-b6fa-ba5783ccbe65' class='xr-section-summary-in' type='checkbox'  checked><label for='section-da8ed7fd-03c9-4371-b6fa-ba5783ccbe65' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-26c24708-2043-444e-9358-529fb9a26422' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26c24708-2043-444e-9358-529fb9a26422' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07c26489-5924-40eb-b705-37924239c785' class='xr-var-data-in' type='checkbox'><label for='data-07c26489-5924-40eb-b705-37924239c785' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-3f6d4501-79bb-4eba-a43f-d25f0e5de2e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f6d4501-79bb-4eba-a43f-d25f0e5de2e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10680a5a-2356-41a0-972c-055d757d4ee1' class='xr-var-data-in' type='checkbox'><label for='data-10680a5a-2356-41a0-972c-055d757d4ee1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b2f5f08c-672e-48b6-859e-bcc511c57a89' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b2f5f08c-672e-48b6-859e-bcc511c57a89' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pre' (lat: 40, lon: 32)>\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan, 307.8540058 , 313.06750634, ..., 257.97650403,\n",
       "        300.16450421,          nan],\n",
       "       [         nan, 261.3955045 , 217.76700435, ..., 228.96350388,\n",
       "        263.6115048 ,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.pre.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6d00cba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pre&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, 10.1212165 , 10.29261907, ...,  8.48141002,\n",
       "         9.86841124,         nan],\n",
       "       [        nan,  8.59381539,  7.15945531, ...,  7.527559  ,\n",
       "         8.66667011,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pre'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0a698d72-d600-44f3-a497-a1258ecc7ee2' class='xr-array-in' type='checkbox' checked><label for='section-0a698d72-d600-44f3-a497-a1258ecc7ee2' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, 10.1212165 , 10.29261907, ...,  8.48141002,\n",
       "         9.86841124,         nan],\n",
       "       [        nan,  8.59381539,  7.15945531, ...,  7.527559  ,\n",
       "         8.66667011,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-b0fee0ec-4512-4401-8e4a-b83b4d8966da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b0fee0ec-4512-4401-8e4a-b83b4d8966da' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-4ff9436b-8823-4d98-9dd1-fafb301522ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ff9436b-8823-4d98-9dd1-fafb301522ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a46570f-ccfc-4716-b322-c6d7cefef5f4' class='xr-var-data-in' type='checkbox'><label for='data-9a46570f-ccfc-4716-b322-c6d7cefef5f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-c5fa3eb2-e3b0-4c33-bcf1-393b35709f15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5fa3eb2-e3b0-4c33-bcf1-393b35709f15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8cb768f-3e76-49eb-b93e-23b7846cf596' class='xr-var-data-in' type='checkbox'><label for='data-e8cb768f-3e76-49eb-b93e-23b7846cf596' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-90222b9b-980b-414e-917d-f8426c857a06' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-90222b9b-980b-414e-917d-f8426c857a06' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pre' (lat: 40, lon: 32)>\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, 10.1212165 , 10.29261907, ...,  8.48141002,\n",
       "         9.86841124,         nan],\n",
       "       [        nan,  8.59381539,  7.15945531, ...,  7.527559  ,\n",
       "         8.66667011,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#changing unit from mm/month to mm/day\n",
    "pr_mm = jjas_mean/30.4167\n",
    " \n",
    "\n",
    "\n",
    "cru = pr_mm\n",
    "cru"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b6d9b2b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 9131, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01T12:00:00 ... 2005-12-31T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-01 1981-01-02 ... 2006-01-01\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-739b0ab3-f775-437e-b592-18a1b7f415a8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-739b0ab3-f775-437e-b592-18a1b7f415a8' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 9131</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 32</li><li><span class='xr-has-index'>lat</span>: 40</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-94a947ed-4a7d-472e-9103-174287d9eaf0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-94a947ed-4a7d-472e-9103-174287d9eaf0' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-01T12:00:00 ... 2005-12-...</div><input id='attrs-c1b3efdb-64f1-4368-b888-d85c4d1cf25e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1b3efdb-64f1-4368-b888-d85c4d1cf25e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83dc4041-61ef-4933-bb2f-72fb4078770b' class='xr-var-data-in' type='checkbox'><label for='data-83dc4041-61ef-4933-bb2f-72fb4078770b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-01T12:00:00.000000000&#x27;, &#x27;1981-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-01-03T12:00:00.000000000&#x27;, ..., &#x27;2005-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-12-30T12:00:00.000000000&#x27;, &#x27;2005-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-d1728726-c18d-40f3-a61b-f55e6348dc11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1728726-c18d-40f3-a61b-f55e6348dc11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2d4f771-aa37-4f3d-bf2f-b5c658de02e3' class='xr-var-data-in' type='checkbox'><label for='data-d2d4f771-aa37-4f3d-bf2f-b5c658de02e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-67f54b69-8df3-4f89-a6aa-1ed8c6353436' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67f54b69-8df3-4f89-a6aa-1ed8c6353436' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e313249c-9f57-4c50-8e37-aa04e8fd45fd' class='xr-var-data-in' type='checkbox'><label for='data-e313249c-9f57-4c50-8e37-aa04e8fd45fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-058e635e-c737-4cdb-9a2f-4c92d0b2cac8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-058e635e-c737-4cdb-9a2f-4c92d0b2cac8' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e4eeb9d-b211-498d-ad12-8c1d1fae2a2c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e4eeb9d-b211-498d-ad12-8c1d1fae2a2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b463795-9b36-4ffd-be2d-3ce39cd18a72' class='xr-var-data-in' type='checkbox'><label for='data-6b463795-9b36-4ffd-be2d-3ce39cd18a72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-01-02T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-01-02T00:00:00.000000000&#x27;, &#x27;1981-01-03T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-01-03T00:00:00.000000000&#x27;, &#x27;1981-01-04T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-12-29T00:00:00.000000000&#x27;, &#x27;2005-12-30T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-30T00:00:00.000000000&#x27;, &#x27;2005-12-31T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-31T00:00:00.000000000&#x27;, &#x27;2006-01-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3dbac044-3a4f-4271-9f01-b425bbdd9973' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3dbac044-3a4f-4271-9f01-b425bbdd9973' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5e75b3f-4af2-4232-ba84-fc3b332fb5eb' class='xr-var-data-in' type='checkbox'><label for='data-a5e75b3f-4af2-4232-ba84-fc3b332fb5eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>original_name :</span></dt><dd>pr</dd><dt><span>original_units :</span></dt><dd>kg m-2 h-1</dd><dt><span>history :</span></dt><dd>2019-03-25T11:36:48Z altered by CMOR: Converted units from &#x27;kg m-2 h-1&#x27; to &#x27;kg m-2 s-1&#x27;. 2019-03-25T11:36:48Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>associated_files :</span></dt><dd>gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[11687680 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7999a5c6-25fa-41c8-afe7-78537ddaf643' class='xr-section-summary-in' type='checkbox'  ><label for='section-7999a5c6-25fa-41c8-afe7-78537ddaf643' class='xr-section-summary' >Attributes: <span>(36)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Fri Sep 16 21:05:39 2022: cdo remapnn,grid1.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap1_1981-2005.nc\n",
       "Tue Sep 13 21:29:25 2022: cdo remapnn,grid.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc\n",
       "Tue Sep 13 20:46:19 2022: cdo mergetime pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19810101-19851231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19860101-19901231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19910101-19951231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19960101-20001231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_20010101-20051231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc\n",
       "There is no special history for this experiment. 2019-03-25T11:36:48Z CMOR rewrote data to comply with CF standards and CORDEX requirements.</dd><dt><span>source :</span></dt><dd>GERICS-REMO2015</dd><dt><span>institution :</span></dt><dd>Helmholtz-Zentrum Geesthacht, Climate Service Center Germany</dd><dt><span>institute_id :</span></dt><dd>GERICS</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>model_id :</span></dt><dd>GERICS-REMO2015</dd><dt><span>forcing :</span></dt><dd>N/A</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>gerics-cordex@hzg.de</dd><dt><span>comment :</span></dt><dd>CORDEX-CORE South Asia RCM REMO WAS-22. Data_policy: This data has been produced in the context of the WCRP Initiative on CORDEX-CORE (http://www.cordex.org/experiment-guidelines/cordex-core). While abiding by the highest scientific and technical standards, GERICS cannot warrant that any information provided will be entirely free from errors or omissions or that such errors or omissions can or will be rectified entirely. This applies to data from projects that continue to be developed, but are made publicly available for the purpose of feedback and testing. Some data or metadata may have been created or structured in files or formats that are not error-free. GERICS accepts no responsibility with regard to such problems incurred as a result of using this data. Additional note: for instantaneous values, the point data were taken from hourly mean output.</dd><dt><span>references :</span></dt><dd>http://www.remo-rcm.de</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>CORDEX_domain :</span></dt><dd>WAS-22</dd><dt><span>driving_experiment :</span></dt><dd>NCC-NorESM1-M, historical, r1i1p1</dd><dt><span>driving_model_id :</span></dt><dd>NCC-NorESM1-M</dd><dt><span>driving_model_ensemble_member :</span></dt><dd>r1i1p1</dd><dt><span>driving_experiment_name :</span></dt><dd>historical</dd><dt><span>rcm_version_id :</span></dt><dd>v1</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>creation_date :</span></dt><dd>2019-03-25T11:36:48Z</dd><dt><span>project_id :</span></dt><dd>CORDEX</dd><dt><span>table_id :</span></dt><dd>Table day (March 2015) 0fd7c9320dff3b351cc577fecbf99273</dd><dt><span>title :</span></dt><dd>GERICS-REMO2015 model output prepared for CORDEX historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.9.1</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f849303cd0</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 9131, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-01T12:00:00 ... 2005-12-31T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (..."
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#opening the remo noresm data\n",
    "\n",
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/regcm driven by gcm/remo/NorESM1/pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap1_1981-2005.nc')\n",
    " \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cafd5692",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 9100, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-16T12:00:00 ... 2005-12-15T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-16 1981-01-17 ... 2005-12-16\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0bdbfca5-7415-4288-8b47-fb3944dfa09a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0bdbfca5-7415-4288-8b47-fb3944dfa09a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 9100</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 32</li><li><span class='xr-has-index'>lat</span>: 40</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-618fa9d0-0c18-4c5a-9308-0a33e7d35dda' class='xr-section-summary-in' type='checkbox'  checked><label for='section-618fa9d0-0c18-4c5a-9308-0a33e7d35dda' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-16T12:00:00 ... 2005-12-...</div><input id='attrs-ed20b576-b00f-4a51-8e21-7a472d80bc28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed20b576-b00f-4a51-8e21-7a472d80bc28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5d87a82-5f4a-4cc0-bdef-8ee6deeac97e' class='xr-var-data-in' type='checkbox'><label for='data-e5d87a82-5f4a-4cc0-bdef-8ee6deeac97e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-16T12:00:00.000000000&#x27;, &#x27;1981-01-17T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-01-18T12:00:00.000000000&#x27;, ..., &#x27;2005-12-13T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-12-14T12:00:00.000000000&#x27;, &#x27;2005-12-15T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-2bfccb43-c6e3-4f8d-a47c-6231b5b0b058' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2bfccb43-c6e3-4f8d-a47c-6231b5b0b058' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b4f9724-fba1-4ceb-87ce-e447767d962c' class='xr-var-data-in' type='checkbox'><label for='data-7b4f9724-fba1-4ceb-87ce-e447767d962c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-e8b1e026-3b87-4737-aa4c-4e9533d482ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8b1e026-3b87-4737-aa4c-4e9533d482ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13da63f4-9ff4-4214-9154-547b5ab314b3' class='xr-var-data-in' type='checkbox'><label for='data-13da63f4-9ff4-4214-9154-547b5ab314b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8faed374-d0b9-4bdb-8a23-26addd1b7b3c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8faed374-d0b9-4bdb-8a23-26addd1b7b3c' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-16 ... 2005-12-16</div><input id='attrs-752aae5c-bdf3-459a-85d3-7423576f623b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-752aae5c-bdf3-459a-85d3-7423576f623b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a65eadf4-1a1a-4874-be26-82816ffba330' class='xr-var-data-in' type='checkbox'><label for='data-a65eadf4-1a1a-4874-be26-82816ffba330' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-01-16T00:00:00.000000000&#x27;, &#x27;1981-01-17T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-01-17T00:00:00.000000000&#x27;, &#x27;1981-01-18T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-01-18T00:00:00.000000000&#x27;, &#x27;1981-01-19T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-12-13T00:00:00.000000000&#x27;, &#x27;2005-12-14T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-14T00:00:00.000000000&#x27;, &#x27;2005-12-15T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-15T00:00:00.000000000&#x27;, &#x27;2005-12-16T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2614d73b-6737-4ff4-bac4-edf42d7f4ca5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2614d73b-6737-4ff4-bac4-edf42d7f4ca5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9cb5714-1679-4e02-b2c7-bd986cc4f4b9' class='xr-var-data-in' type='checkbox'><label for='data-f9cb5714-1679-4e02-b2c7-bd986cc4f4b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>original_name :</span></dt><dd>pr</dd><dt><span>original_units :</span></dt><dd>kg m-2 h-1</dd><dt><span>history :</span></dt><dd>2019-03-25T11:36:48Z altered by CMOR: Converted units from &#x27;kg m-2 h-1&#x27; to &#x27;kg m-2 s-1&#x27;. 2019-03-25T11:36:48Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>associated_files :</span></dt><dd>gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[11648000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7051f8fb-8201-4ae0-9022-b33ae8154cd7' class='xr-section-summary-in' type='checkbox'  ><label for='section-7051f8fb-8201-4ae0-9022-b33ae8154cd7' class='xr-section-summary' >Attributes: <span>(36)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Fri Sep 16 21:05:39 2022: cdo remapnn,grid1.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap1_1981-2005.nc\n",
       "Tue Sep 13 21:29:25 2022: cdo remapnn,grid.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc\n",
       "Tue Sep 13 20:46:19 2022: cdo mergetime pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19810101-19851231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19860101-19901231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19910101-19951231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19960101-20001231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_20010101-20051231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc\n",
       "There is no special history for this experiment. 2019-03-25T11:36:48Z CMOR rewrote data to comply with CF standards and CORDEX requirements.</dd><dt><span>source :</span></dt><dd>GERICS-REMO2015</dd><dt><span>institution :</span></dt><dd>Helmholtz-Zentrum Geesthacht, Climate Service Center Germany</dd><dt><span>institute_id :</span></dt><dd>GERICS</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>model_id :</span></dt><dd>GERICS-REMO2015</dd><dt><span>forcing :</span></dt><dd>N/A</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>gerics-cordex@hzg.de</dd><dt><span>comment :</span></dt><dd>CORDEX-CORE South Asia RCM REMO WAS-22. Data_policy: This data has been produced in the context of the WCRP Initiative on CORDEX-CORE (http://www.cordex.org/experiment-guidelines/cordex-core). While abiding by the highest scientific and technical standards, GERICS cannot warrant that any information provided will be entirely free from errors or omissions or that such errors or omissions can or will be rectified entirely. This applies to data from projects that continue to be developed, but are made publicly available for the purpose of feedback and testing. Some data or metadata may have been created or structured in files or formats that are not error-free. GERICS accepts no responsibility with regard to such problems incurred as a result of using this data. Additional note: for instantaneous values, the point data were taken from hourly mean output.</dd><dt><span>references :</span></dt><dd>http://www.remo-rcm.de</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>CORDEX_domain :</span></dt><dd>WAS-22</dd><dt><span>driving_experiment :</span></dt><dd>NCC-NorESM1-M, historical, r1i1p1</dd><dt><span>driving_model_id :</span></dt><dd>NCC-NorESM1-M</dd><dt><span>driving_model_ensemble_member :</span></dt><dd>r1i1p1</dd><dt><span>driving_experiment_name :</span></dt><dd>historical</dd><dt><span>rcm_version_id :</span></dt><dd>v1</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>creation_date :</span></dt><dd>2019-03-25T11:36:48Z</dd><dt><span>project_id :</span></dt><dd>CORDEX</dd><dt><span>table_id :</span></dt><dd>Table day (March 2015) 0fd7c9320dff3b351cc577fecbf99273</dd><dt><span>title :</span></dt><dd>GERICS-REMO2015 model output prepared for CORDEX historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.9.1</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f849303cd0</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 9100, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-16T12:00:00 ... 2005-12-15T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-16 1981-01-17 ... 2005-12-16\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1981-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c811b0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 3050, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2005-09-30T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-06-02 ... 2005-10-01\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-840b7be0-a0aa-4fad-8176-5fb0aa3e48e2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-840b7be0-a0aa-4fad-8176-5fb0aa3e48e2' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3050</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 32</li><li><span class='xr-has-index'>lat</span>: 40</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-59e09c08-69a2-448c-ac62-dc282c4771dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-59e09c08-69a2-448c-ac62-dc282c4771dc' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01T12:00:00 ... 2005-09-...</div><input id='attrs-fd42685e-fc90-48ed-b42b-b965a10ed963' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd42685e-fc90-48ed-b42b-b965a10ed963' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d47ef7fb-ae0a-4993-a13b-b7c989548a87' class='xr-var-data-in' type='checkbox'><label for='data-d47ef7fb-ae0a-4993-a13b-b7c989548a87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T12:00:00.000000000&#x27;, &#x27;1981-06-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-06-03T12:00:00.000000000&#x27;, ..., &#x27;2005-09-28T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-09-29T12:00:00.000000000&#x27;, &#x27;2005-09-30T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-dc94dc83-0002-4832-9c28-b5903b26d0fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc94dc83-0002-4832-9c28-b5903b26d0fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0140cd46-dc7c-44e5-8836-14eda5b189dd' class='xr-var-data-in' type='checkbox'><label for='data-0140cd46-dc7c-44e5-8836-14eda5b189dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-6125f65a-e0d1-430e-bd66-db4885f62681' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6125f65a-e0d1-430e-bd66-db4885f62681' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3016560-61c4-445e-a880-e44bf509f445' class='xr-var-data-in' type='checkbox'><label for='data-b3016560-61c4-445e-a880-e44bf509f445' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed7759ab-659a-4436-96ab-5dd87ca62c74' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed7759ab-659a-4436-96ab-5dd87ca62c74' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2005-10-01</div><input id='attrs-4a8f0cc0-3116-4f00-83ed-e6f1fafff82f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a8f0cc0-3116-4f00-83ed-e6f1fafff82f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61dc5c7f-5d0e-4e95-98f2-902b54df0ace' class='xr-var-data-in' type='checkbox'><label for='data-61dc5c7f-5d0e-4e95-98f2-902b54df0ace' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-06-02T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-06-02T00:00:00.000000000&#x27;, &#x27;1981-06-03T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-06-03T00:00:00.000000000&#x27;, &#x27;1981-06-04T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-09-28T00:00:00.000000000&#x27;, &#x27;2005-09-29T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-09-29T00:00:00.000000000&#x27;, &#x27;2005-09-30T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-09-30T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a6f96540-6280-4831-bcb7-4f9c80ba17ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6f96540-6280-4831-bcb7-4f9c80ba17ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1facf34-3aee-4fa1-807c-663008606d0d' class='xr-var-data-in' type='checkbox'><label for='data-a1facf34-3aee-4fa1-807c-663008606d0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>original_name :</span></dt><dd>pr</dd><dt><span>original_units :</span></dt><dd>kg m-2 h-1</dd><dt><span>history :</span></dt><dd>2019-03-25T11:36:48Z altered by CMOR: Converted units from &#x27;kg m-2 h-1&#x27; to &#x27;kg m-2 s-1&#x27;. 2019-03-25T11:36:48Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20).</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>associated_files :</span></dt><dd>gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[3904000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-668fec4c-5399-41f3-a6b5-cf3838f75caa' class='xr-section-summary-in' type='checkbox'  ><label for='section-668fec4c-5399-41f3-a6b5-cf3838f75caa' class='xr-section-summary' >Attributes: <span>(36)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Fri Sep 16 21:05:39 2022: cdo remapnn,grid1.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap1_1981-2005.nc\n",
       "Tue Sep 13 21:29:25 2022: cdo remapnn,grid.des pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_remap_1981-2005.nc\n",
       "Tue Sep 13 20:46:19 2022: cdo mergetime pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19810101-19851231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19860101-19901231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19910101-19951231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_19960101-20001231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_20010101-20051231.nc pr_WAS-22_NCC-NorESM1-M_historical_r1i1p1_GERICS-REMO2015_v1_day_1981-2005.nc\n",
       "There is no special history for this experiment. 2019-03-25T11:36:48Z CMOR rewrote data to comply with CF standards and CORDEX requirements.</dd><dt><span>source :</span></dt><dd>GERICS-REMO2015</dd><dt><span>institution :</span></dt><dd>Helmholtz-Zentrum Geesthacht, Climate Service Center Germany</dd><dt><span>institute_id :</span></dt><dd>GERICS</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>model_id :</span></dt><dd>GERICS-REMO2015</dd><dt><span>forcing :</span></dt><dd>N/A</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>gerics-cordex@hzg.de</dd><dt><span>comment :</span></dt><dd>CORDEX-CORE South Asia RCM REMO WAS-22. Data_policy: This data has been produced in the context of the WCRP Initiative on CORDEX-CORE (http://www.cordex.org/experiment-guidelines/cordex-core). While abiding by the highest scientific and technical standards, GERICS cannot warrant that any information provided will be entirely free from errors or omissions or that such errors or omissions can or will be rectified entirely. This applies to data from projects that continue to be developed, but are made publicly available for the purpose of feedback and testing. Some data or metadata may have been created or structured in files or formats that are not error-free. GERICS accepts no responsibility with regard to such problems incurred as a result of using this data. Additional note: for instantaneous values, the point data were taken from hourly mean output.</dd><dt><span>references :</span></dt><dd>http://www.remo-rcm.de</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>CORDEX_domain :</span></dt><dd>WAS-22</dd><dt><span>driving_experiment :</span></dt><dd>NCC-NorESM1-M, historical, r1i1p1</dd><dt><span>driving_model_id :</span></dt><dd>NCC-NorESM1-M</dd><dt><span>driving_model_ensemble_member :</span></dt><dd>r1i1p1</dd><dt><span>driving_experiment_name :</span></dt><dd>historical</dd><dt><span>rcm_version_id :</span></dt><dd>v1</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>creation_date :</span></dt><dd>2019-03-25T11:36:48Z</dd><dt><span>project_id :</span></dt><dd>CORDEX</dd><dt><span>table_id :</span></dt><dd>Table day (March 2015) 0fd7c9320dff3b351cc577fecbf99273</dd><dt><span>title :</span></dt><dd>GERICS-REMO2015 model output prepared for CORDEX historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.9.1</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f849303cd0</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 3050, bnds: 2, lon: 32, lat: 40)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2005-09-30T12:00:00\n",
       "  * lon        (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-06-02 ... 2005-10-01\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/36)\n",
       "    CDI:                            Climate Data Interface version 1.9.9rc1 (...\n",
       "    Conventions:                    CF-1.4\n",
       "    history:                        Fri Sep 16 21:05:39 2022: cdo remapnn,gri...\n",
       "    source:                         GERICS-REMO2015\n",
       "    institution:                    Helmholtz-Zentrum Geesthacht, Climate Ser...\n",
       "    institute_id:                   GERICS\n",
       "    ...                             ...\n",
       "    parent_experiment:              N/A\n",
       "    modeling_realm:                 atmos\n",
       "    realization:                    1\n",
       "    cmor_version:                   2.9.1\n",
       "    tracking_id:                    hdl:21.14103/a5bf17ab-c247-4be0-a27e-06f8...\n",
       "    CDO:                            Climate Data Operators version 1.9.9rc1 (..."
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#selecting only JJAS months\n",
    "\n",
    "def is_jjas(month):\n",
    "    return (month >= 6) & (month <= 9)\n",
    "\n",
    "jjas_data = data.sel(time=is_jjas(data['time.month']))\n",
    "\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "be94f5d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#jjas_data.x.values\n",
    "#jjas_data.y.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a41e4a60",
   "metadata": {},
   "outputs": [],
   "source": [
    "#to select the x and y coordinates\n",
    "#jjas_data = jjas_data.sel(x=slice(1000000.,5275000.),y=slice(2000000.,4175000.))\n",
    "#jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "18269e45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[5.7938450e-05, 6.3159736e-05, 6.4103500e-05, ..., 1.6373696e-04,\n",
       "        1.7343117e-04, 1.8013352e-04],\n",
       "       [6.0809987e-05, 6.3075357e-05, 6.4515159e-05, ..., 1.6138810e-04,\n",
       "        1.7262482e-04, 1.7414099e-04],\n",
       "       [5.5074361e-05, 5.7376397e-05, 5.7678895e-05, ..., 1.5309040e-04,\n",
       "        1.6882244e-04, 1.8657338e-04],\n",
       "       ...,\n",
       "       [1.1251979e-04, 1.0611183e-04, 1.5401590e-04, ..., 7.4695301e-05,\n",
       "        1.7775341e-04, 1.1017516e-04],\n",
       "       [1.6522240e-04, 1.5353816e-04, 1.5031442e-04, ..., 5.7126377e-05,\n",
       "        1.2805274e-04, 7.2414572e-05],\n",
       "       [2.2233215e-04, 1.8187561e-04, 1.8839451e-04, ..., 1.4919326e-04,\n",
       "        9.3797302e-05, 1.8241751e-04]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pr'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dbe8a03f-a959-40c7-88a6-231cb3ddade3' class='xr-array-in' type='checkbox' checked><label for='section-dbe8a03f-a959-40c7-88a6-231cb3ddade3' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.794e-05 6.316e-05 6.41e-05 ... 0.0001492 9.38e-05 0.0001824</span></div><div class='xr-array-data'><pre>array([[5.7938450e-05, 6.3159736e-05, 6.4103500e-05, ..., 1.6373696e-04,\n",
       "        1.7343117e-04, 1.8013352e-04],\n",
       "       [6.0809987e-05, 6.3075357e-05, 6.4515159e-05, ..., 1.6138810e-04,\n",
       "        1.7262482e-04, 1.7414099e-04],\n",
       "       [5.5074361e-05, 5.7376397e-05, 5.7678895e-05, ..., 1.5309040e-04,\n",
       "        1.6882244e-04, 1.8657338e-04],\n",
       "       ...,\n",
       "       [1.1251979e-04, 1.0611183e-04, 1.5401590e-04, ..., 7.4695301e-05,\n",
       "        1.7775341e-04, 1.1017516e-04],\n",
       "       [1.6522240e-04, 1.5353816e-04, 1.5031442e-04, ..., 5.7126377e-05,\n",
       "        1.2805274e-04, 7.2414572e-05],\n",
       "       [2.2233215e-04, 1.8187561e-04, 1.8839451e-04, ..., 1.4919326e-04,\n",
       "        9.3797302e-05, 1.8241751e-04]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-c7c6c996-05f5-4554-8016-ce6f5b346f2f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c7c6c996-05f5-4554-8016-ce6f5b346f2f' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-55cf331d-6b82-4a5e-a113-b5ec565c2069' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55cf331d-6b82-4a5e-a113-b5ec565c2069' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-775d1254-e94f-4d02-a767-3bcd25d5da65' class='xr-var-data-in' type='checkbox'><label for='data-775d1254-e94f-4d02-a767-3bcd25d5da65' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-9d580e83-5117-492d-ad91-f4d09976c76f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d580e83-5117-492d-ad91-f4d09976c76f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb0e9a3d-eec9-4d3e-bbc2-342ff676d4f7' class='xr-var-data-in' type='checkbox'><label for='data-eb0e9a3d-eec9-4d3e-bbc2-342ff676d4f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9f3789a-292e-4dfd-9c8a-8b343b849791' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f9f3789a-292e-4dfd-9c8a-8b343b849791' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (lat: 40, lon: 32)>\n",
       "array([[5.7938450e-05, 6.3159736e-05, 6.4103500e-05, ..., 1.6373696e-04,\n",
       "        1.7343117e-04, 1.8013352e-04],\n",
       "       [6.0809987e-05, 6.3075357e-05, 6.4515159e-05, ..., 1.6138810e-04,\n",
       "        1.7262482e-04, 1.7414099e-04],\n",
       "       [5.5074361e-05, 5.7376397e-05, 5.7678895e-05, ..., 1.5309040e-04,\n",
       "        1.6882244e-04, 1.8657338e-04],\n",
       "       ...,\n",
       "       [1.1251979e-04, 1.0611183e-04, 1.5401590e-04, ..., 7.4695301e-05,\n",
       "        1.7775341e-04, 1.1017516e-04],\n",
       "       [1.6522240e-04, 1.5353816e-04, 1.5031442e-04, ..., 5.7126377e-05,\n",
       "        1.2805274e-04, 7.2414572e-05],\n",
       "       [2.2233215e-04, 1.8187561e-04, 1.8839451e-04, ..., 1.4919326e-04,\n",
       "        9.3797302e-05, 1.8241751e-04]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.pr.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6f88bd72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[ 5.00588212,  5.45700118,  5.53854243, ..., 14.14687308,\n",
       "        14.98445277, 15.56353583],\n",
       "       [ 5.25398289,  5.44971081,  5.57410978, ..., 13.94393211,\n",
       "        14.91478407, 15.0457819 ],\n",
       "       [ 4.75842477,  4.95732073,  4.98345655, ..., 13.22701033,\n",
       "        14.58625915, 16.11993997],\n",
       "       ...,\n",
       "       [ 9.72170974,  9.1680622 , 13.30697369, ...,  6.45367401,\n",
       "        15.35789422,  9.51913402],\n",
       "       [14.27521552, 13.26569701, 12.98716553, ...,  4.93571899,\n",
       "        11.06375637,  6.25661903],\n",
       "       [19.20949775, 15.71405302, 16.27728548, ..., 12.89029797,\n",
       "         8.10408688, 15.76087307]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pr'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c85d0558-2a59-4f01-ab38-353e4261a05f' class='xr-array-in' type='checkbox' checked><label for='section-c85d0558-2a59-4f01-ab38-353e4261a05f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>5.006 5.457 5.539 5.503 5.439 5.558 ... 17.71 12.41 12.89 8.104 15.76</span></div><div class='xr-array-data'><pre>array([[ 5.00588212,  5.45700118,  5.53854243, ..., 14.14687308,\n",
       "        14.98445277, 15.56353583],\n",
       "       [ 5.25398289,  5.44971081,  5.57410978, ..., 13.94393211,\n",
       "        14.91478407, 15.0457819 ],\n",
       "       [ 4.75842477,  4.95732073,  4.98345655, ..., 13.22701033,\n",
       "        14.58625915, 16.11993997],\n",
       "       ...,\n",
       "       [ 9.72170974,  9.1680622 , 13.30697369, ...,  6.45367401,\n",
       "        15.35789422,  9.51913402],\n",
       "       [14.27521552, 13.26569701, 12.98716553, ...,  4.93571899,\n",
       "        11.06375637,  6.25661903],\n",
       "       [19.20949775, 15.71405302, 16.27728548, ..., 12.89029797,\n",
       "         8.10408688, 15.76087307]])</pre></div></div></li><li class='xr-section-item'><input id='section-6f3eca09-6e73-4d02-91c3-370a0f8b3349' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f3eca09-6e73-4d02-91c3-370a0f8b3349' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-bccf9e09-b39a-44e1-865b-7f4078c5f0a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bccf9e09-b39a-44e1-865b-7f4078c5f0a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a7948e7-e27e-4838-bf7d-8cc20d199630' class='xr-var-data-in' type='checkbox'><label for='data-4a7948e7-e27e-4838-bf7d-8cc20d199630' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-3eceabaa-bd53-44d6-a530-6b4ce32a7e77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3eceabaa-bd53-44d6-a530-6b4ce32a7e77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab2fb606-65fe-433b-b723-5ba52b836900' class='xr-var-data-in' type='checkbox'><label for='data-ab2fb606-65fe-433b-b723-5ba52b836900' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4af5e6af-1583-415f-ba48-3b764294c7d3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4af5e6af-1583-415f-ba48-3b764294c7d3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (lat: 40, lon: 32)>\n",
       "array([[ 5.00588212,  5.45700118,  5.53854243, ..., 14.14687308,\n",
       "        14.98445277, 15.56353583],\n",
       "       [ 5.25398289,  5.44971081,  5.57410978, ..., 13.94393211,\n",
       "        14.91478407, 15.0457819 ],\n",
       "       [ 4.75842477,  4.95732073,  4.98345655, ..., 13.22701033,\n",
       "        14.58625915, 16.11993997],\n",
       "       ...,\n",
       "       [ 9.72170974,  9.1680622 , 13.30697369, ...,  6.45367401,\n",
       "        15.35789422,  9.51913402],\n",
       "       [14.27521552, 13.26569701, 12.98716553, ...,  4.93571899,\n",
       "        11.06375637,  6.25661903],\n",
       "       [19.20949775, 15.71405302, 16.27728548, ..., 12.89029797,\n",
       "         8.10408688, 15.76087307]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "noresm = jjas_mean*86400\n",
    "noresm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6c5c5811",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 40, lon: 32)&gt;\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, -0.9531543 ,  3.01435462, ..., -2.02773601,\n",
       "         5.48948298,         nan],\n",
       "       [        nan,  4.67188162,  5.82771021, ..., -2.59184001,\n",
       "         2.39708626,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a9c2a1c0-c07c-4e03-aad0-d2452a031513' class='xr-array-in' type='checkbox' checked><label for='section-a9c2a1c0-c07c-4e03-aad0-d2452a031513' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, -0.9531543 ,  3.01435462, ..., -2.02773601,\n",
       "         5.48948298,         nan],\n",
       "       [        nan,  4.67188162,  5.82771021, ..., -2.59184001,\n",
       "         2.39708626,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-b3592d04-4ad7-4b2e-be14-262eed9abd58' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b3592d04-4ad7-4b2e-be14-262eed9abd58' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-8bb5326b-efe6-49b7-81dc-d0d5040131c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bb5326b-efe6-49b7-81dc-d0d5040131c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d511eeea-fb26-4478-ac82-d3307e696488' class='xr-var-data-in' type='checkbox'><label for='data-d511eeea-fb26-4478-ac82-d3307e696488' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-7781f4a8-145d-4149-8c3c-13134dc8dd27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7781f4a8-145d-4149-8c3c-13134dc8dd27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-958296c0-ac81-422d-a102-8522d199ae99' class='xr-var-data-in' type='checkbox'><label for='data-958296c0-ac81-422d-a102-8522d199ae99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e54a9911-a3c4-4fd4-9afd-f781217e3c3b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e54a9911-a3c4-4fd4-9afd-f781217e3c3b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (lat: 40, lon: 32)>\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [        nan, -0.9531543 ,  3.01435462, ..., -2.02773601,\n",
       "         5.48948298,         nan],\n",
       "       [        nan,  4.67188162,  5.82771021, ..., -2.59184001,\n",
       "         2.39708626,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias = noresm - cru\n",
    "bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "445388ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 40, lon: 32)&gt;\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan,  -9.41738872,  29.28656548, ..., -23.90800592,\n",
       "         55.62681613,          nan],\n",
       "       [         nan,  54.36329974,  81.39879309, ..., -34.43134766,\n",
       "         27.65867665,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-34dc1b61-413f-4bed-a70b-d7c3ceef5620' class='xr-array-in' type='checkbox' checked><label for='section-34dc1b61-413f-4bed-a70b-d7c3ceef5620' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan,  -9.41738872,  29.28656548, ..., -23.90800592,\n",
       "         55.62681613,          nan],\n",
       "       [         nan,  54.36329974,  81.39879309, ..., -34.43134766,\n",
       "         27.65867665,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-393e54f1-0b55-4ef4-bf04-4853253ecf0b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-393e54f1-0b55-4ef4-bf04-4853253ecf0b' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-120f8414-152a-4f04-a13c-8678e398fd06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-120f8414-152a-4f04-a13c-8678e398fd06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbccb8a1-2ffb-4a6e-9cae-e5a7a930e919' class='xr-var-data-in' type='checkbox'><label for='data-bbccb8a1-2ffb-4a6e-9cae-e5a7a930e919' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-1ff0509e-23b1-44d0-ae35-5fba305deb99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ff0509e-23b1-44d0-ae35-5fba305deb99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29565ad7-c630-4ec2-945a-0139edf213bd' class='xr-var-data-in' type='checkbox'><label for='data-29565ad7-c630-4ec2-945a-0139edf213bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a67e5d4c-00d6-4322-ae16-8f3508a42914' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a67e5d4c-00d6-4322-ae16-8f3508a42914' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (lat: 40, lon: 32)>\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [         nan,  -9.41738872,  29.28656548, ..., -23.90800592,\n",
       "         55.62681613,          nan],\n",
       "       [         nan,  54.36329974,  81.39879309, ..., -34.43134766,\n",
       "         27.65867665,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float32 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias_percentage = ((noresm - cru)/cru)*100\n",
    "bias_percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "08ba09cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting annual_pr_mean\n",
    "\n",
    "#plotting with cartopy\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "plt.rcParams['font.size'] = '16'\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(12,9.5))\n",
    "\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([88,93,20,27])\n",
    "\n",
    "\n",
    "m1 = ax.contourf(bias['lon'], bias['lat'],bias[:,:],\n",
    "                  levels=np.arange(-15,15+3,3), transform = ccrs.PlateCarree(),cmap='BrBG',extend='both')\n",
    "\n",
    " \n",
    "# Define the xticks for longitude\n",
    "ax.set_xticks(np.arange(87,94,1), crs=ccrs.PlateCarree())\n",
    "lon_formatter = cticker.LongitudeFormatter()\n",
    "ax.xaxis.set_major_formatter(lon_formatter)\n",
    "\n",
    "# Define the yticks for latitude\n",
    "ax.set_yticks(np.arange(20,28,1), crs=ccrs.PlateCarree())\n",
    "lat_formatter = cticker.LatitudeFormatter()\n",
    "ax.yaxis.set_major_formatter(lat_formatter)\n",
    "\n",
    "\n",
    "plt.colorbar(m1,ticks=np.arange(-15,15+3,3),  orientation = 'horizontal',shrink=0.5, fraction = 0.04 , label = 'mm/day')\n",
    "ax.coastlines(linewidth=3)\n",
    "ax.add_feature(cfeature.BORDERS,linewidth=3)\n",
    "\n",
    "\n",
    "\n",
    "plt.title('Seasonal Bias(RegCM NORESM-CRU)')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias remo(noresm-cru).png\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9003db92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting bias percentage \n",
    "\n",
    "#plotting with cartopy\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "plt.rcParams['font.size'] = '14'\n",
    "\n",
    "fig = plt.figure(figsize=(12,9.5))\n",
    "\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([88,93,20,27])\n",
    "\n",
    "\n",
    "m1 = ax.contourf(bias_percentage['lon'][:], bias_percentage['lat'][:],bias_percentage[:,:],\n",
    "                levels=np.arange(-150,150+25,25),transform = ccrs.PlateCarree(),cmap='BrBG',extend='both')\n",
    "\n",
    " \n",
    "# Define the xticks for longitude\n",
    "ax.set_xticks(np.arange(87,94,1), crs=ccrs.PlateCarree())\n",
    "lon_formatter = cticker.LongitudeFormatter()\n",
    "ax.xaxis.set_major_formatter(lon_formatter)\n",
    "\n",
    "# Define the yticks for latitude\n",
    "ax.set_yticks(np.arange(20,28,1), crs=ccrs.PlateCarree())\n",
    "lat_formatter = cticker.LatitudeFormatter()\n",
    "ax.yaxis.set_major_formatter(lat_formatter)\n",
    "\n",
    "\n",
    "plt.colorbar(m1,ticks=np.arange(-150,150+25,25), orientation = 'horizontal',shrink=0.7, fraction = 0.05 , label = 'percentage')\n",
    "ax.coastlines(linewidth=3)\n",
    "ax.add_feature(cfeature.BORDERS,linewidth=3)\n",
    " \n",
    "    \n",
    "plt.title('Seasonal Bias-Percentage(RegCM NORESM-CRU)',fontsize=17)\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias_percentage remo(noresm-cru).png\")\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "220503a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Colormap CET_D1A is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, \\nBrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens,\\nGreens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, \\nPastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy,\\nRdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, \\nSpectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn,\\nautumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, \\ncopper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat,\\ngist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r,\\ngnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma,\\nmagma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, \\nseismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, \\nter'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cma colors\n",
    "'''Colormap CET_D1A is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, \n",
    "BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens,\n",
    "Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, \n",
    "Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy,\n",
    "RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, \n",
    "Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn,\n",
    "autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, \n",
    "copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat,\n",
    "gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r,\n",
    "gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma,\n",
    "magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, \n",
    "seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, \n",
    "ter'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87f4ea28",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20e38f40",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21be7cc5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}